FORM-based global reliability sensitivity analysis of systems with multiple failure modes

Global variance-based reliability sensitivity indices arise from a variance decomposition of the indicator function describing the failure event. The first-order indices reflect the main effect of each variable on the variance of the failure event and can be used for variable prioritization; the total-effect indices represent the total effect of each variable, including its interaction with other variables, and can be used for variable fixing. This contribution derives expressions for the variance-based reliability sensitivity indices of systems with multiple failure modes that are based on the first-order reliability method (FORM). The derived expressions are a function of the FORM results and, hence, do not require additional expensive model evaluations. They do involve the evaluation of multinormal integrals, for which effective solutions are available. We demonstrate that the derived expressions enable an accurate estimation of variance-based reliability sensitivities for general system problems to which FORM is applicable. • We derive FORM-based approximations of variance-based reliability sensitivities for system problems. • The sensitivities are obtained through post-processing the FORM results with no additional LSF evaluations. • The proposed expressions provide accurate approximations in problems where FORM is applicable.

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Publication Details

Journal
Reliability Engineering & System Safety
Published
2025-03-07
DOI
https://doi.org/10.1016/j.ress.2025.110974
Citations
9
Primary Topic
Probabilistic and Robust Engineering Design
Type
article
Field-Weighted Citation Impact
12.59
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article

FORM-based global reliability sensitivity analysis of systems with multiple failure modes

Iason Papaioannou, Dániel Straub
9 citations
Reliability Engineering & System Safety
Probabilistic and Robust Engineering Design
12.59
article

FORM-based global reliability sensitivity analysis of systems with multiple failure modes

Iason Papaioannou, Dániel Straub
article en
9 citations

Abstract

Global variance-based reliability sensitivity indices arise from a variance decomposition of the indicator function describing the failure event. The first-order indices reflect the main effect of each variable on the variance of the failure event and can be used for variable prioritization; the total-effect indices represent the total effect of each variable, including its interaction with other variables, and can be used for variable fixing. This contribution derives expressions for the variance-based reliability sensitivity indices of systems with multiple failure modes that are based on the first-order reliability method (FORM). The derived expressions are a function of the FORM results and, hence, do not require additional expensive model evaluations. They do involve the evaluation of multinormal integrals, for which effective solutions are available. We demonstrate that the derived expressions enable an accurate estimation of variance-based reliability sensitivities for general system problems to which FORM is applicable. • We derive FORM-based approximations of variance-based reliability sensitivities for system problems. • The sensitivities are obtained through post-processing the FORM results with no additional LSF evaluations. • The proposed expressions provide accurate approximations in problems where FORM is applicable.

Reliability Engineering & System SafetyVol. 260
Technical University of Munich (DE)
Openalex Percentile: Top 1%
Probabilistic and Robust Engineering Design
12.59
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FORM-based global reliability sensitivity analysis of systems with multiple failure modes — Iason Papaioannou, Dániel Straub · Reliability Engineering & System Safety (2025) | TGRS Research Map | TGRS